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Final ID: Paper #: 160

Apparent Diffusion Coefficient Histogram Radiomic Metrics for Classification of Intraventricular Pediatric Brain Tumors

Purpose or Case Report: Accurate preoperative imaging diagnosis of supratentorial pediatric intraventricular tumors is not always straightforward. Conventional MRI features such as T1- and T2-weighted signal and contrast enhancement may overlap among various choroid plexus tumors and embryonal tumors. This study aimed to perform apparent diffusion coefficient (ADC) histogram analysis, assessing various metrics in different intraventricular for histological classification.
Methods & Materials: Twenty-three intraventricular pediatric tumors were retrospectively evaluated. There were 12 choroid plexus papillomas (CPP), six choroid plexus carcinomas (CPC), three ATRTs, one PNET, and one medulloepithelioma. The ATRT, PNET, and medulloepithelioma cases were bundled in a single group of embryonal tumors according to the 2016 WHO classification of brain tumors. All tumors were investigated by MRI by using diffusion-weighted imaging. All tumors were manually segmented using an in-house developed parametric (pMRI) software and diffusivity metrics were automatically calculated on a pixel-by-pixel basis. Only the solid components of the lesions were included in the analysis. The following first-order histogram radiomic metrics were calculated: mean ADCmean, ADCKurtosis, ADCskewness, ADCvariance, and Shannon index of entropy. Differences in the whole tumor metrics were assessed using the Kruskal-Wallis test with post hoc comparison.
Results: There were significant differences in ADCmean (1744±101 vs 1215±136 vs 971±150 10-3mm/s2, p<0.002) ADCKurtosis (1.01±0.54 vs 2.191±0.739 vs 4.635±0.809, p<0.022) among choroid plexus papilloma, choroid plexus carcinoma, and intraventricular embryonal tumors, respectively. In post hoc analysis, the ADCmean of CPP was significantly higher than CPC and embryonal tumors, and on the other hand, the ADCkurtosis of embryonal tumors was significantly higher from both types of choroid plexus tumors.
Conclusions: Embryonal tumors had significantly lower ADCmean values as compared with choroid plexus tumors. CPC had significantly lower ADCmean values as compared with CPP. ADC histograms of embryonal tumors were significantly more leptokurtic than choroid plexus tumors. ADC histograms of CPPs were significantly more platykurtic than CPPs. ADCmean of the whole tumor and the shape of the ADC histograms may be useful metrics for the preoperative histological diagnosis of pediatric supratentorial tumors.
  • Goncalves, Fabricio  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Khrichenko, Dmitry  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Martin-saavedra, Juan  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Alves, Cesar Augusto  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Teixeira, Sara  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Andronikou, Savvas  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Vossough, Arastoo  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
Session Info:

Scientific Session VI-B: Neuroradiology

Neuroradiology

SPR Scientific Papers

More abstracts on this topic:
Silent and Distortionless Diffusion MRI in Pediatric Extremity Pathologies: Comparison with Echo Planar Imaging Diffusion

Sandberg Jesse, Yuan Jianmin, Hu Yuxin, Sandino Christopher, Menini Anne, Hargreaves Brian, Vasanawala Shreyas

In vivo Characterization of Emerging White Matter Connectivity in the Fetal Brain in the Third Trimester of Pregnancy

Jaimes Camilo, Machado-rivas Fedel, Velascoanis Clemente, Khan Shadab, Marami Baram, Gholipour Ali

More abstracts from these authors:
Quantitative Proton Magnetic Resonance Spectroscopy in Primary Mitochondrial Disorders

Goncalves Fabricio, Wang Dah-jyuu, Goldman-yassen Adam, Martin-saavedra Juan, Alves Cesar Augusto, Teixeira Sara, Andronikou Savvas, Vossough Arastoo

Imaging Phenotype of Primary Mitochondrial Disorders in Neonates

Alves Cesar Augusto, Teixeira Sara, Martin-saavedra Juan, Goncalves Fabricio, Goldstein Amy, Andronikou Savvas, Ganetzky Rebecca, Vossough Arastoo

Due to circumstances surrounding the coronavirus pandemic, this final ePoster exhibit was not submitted.
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